Pailthorpe is a surname. Notable people with the surname include:

Duncan Pailthorpe (1890–1971), English first-class cricketer, medical doctor, and an officer in the British Army Grace Pailthorpe (1883–1971), British surrealist painter, surgeon, and psychology researcher

See also Painthorpe, area in the district of Wakefield in West Yorkshire